Тип публикации: статья из журнала
Год издания: 2020
Идентификатор DOI: 10.15827/0236-235x.131.502-509
Аннотация: The paper presents the development of a software module for the identification and correction of nonstandard errors in the process of induction soldering of spacecraft's waveguide paths.The paper analyzes the features of the technological process of induction soldering of thin-walled aluminum waveguide paths of spacecraft.Based on Показать полностьюthis analysis, the authors concluded that it is appropriate to use intelligent methods to identify and correct nonstandard errors of measurement tools in the process of induction soldering.The authors also concluded that the chosen method of identifying non-normative errors as a software module for the existing control system for induction soldering of spacecraft waveguide paths.The developed module allows us to configure the initial parameters to create and train an artificial neural network used to solve the problem of non-standard measurement error correction in the process of induction soldering.The module allows us to configure the artificial neural network in terms of activation functions, hidden layers number, artificial neuron number on the layer, and training duration.The resulting neural network model can be uploaded to disk for use in the induction soldering automated control system.The module also implements the functional of generating a control action for the correction of non-standard errors.Using the module allows us to improve the quality of the induction soldering process control by reducing the influence of errors on the course of this process.The software product is an application for the Windows operating system that is compatible with versions of Windows XP/7/8/8.1/10.The application was developed using the Python programming language and the PyQt5 framework.Data from actual technological processes were the basis for checking the effectiveness of the proposed software moduleThe test results showed high efficiency of identification and correction of non-standard errors in the process of induction soldering.
Журнал: Программные продукты и системы
Выпуск журнала: Т. 21
Номера страниц: 502-509
ISSN журнала: 0236235X
Место издания: Тверь
Издатель: Куприянов Валерий Петрович